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We propose novel algorithms combining accelerated gradient flows with linearized projection-free treatments of non-convex constraints and BDF pseudo-temporal discretization for quadratic energy minimization. A general framework is developed…

数值分析 · 数学 2025-06-13 Guozhi Dong , Zikang Gong , Ziqing Xie , Shuo Yang

In this paper, we assess the performance of four iterative algorithms for solving non-symmetric rank-deficient linear systems arising in the FFT-based homogenization of heterogeneous materials defined by digital images. Our framework is…

计算物理 · 物理学 2016-06-03 Nachiketa Mishra , Jaroslav Vondřejc , Jan Zeman

Fourier ptychographic microscopy enables gigapixel-scale imaging, with both large field-of-view and high resolution. Using a set of low-resolution images that are recorded under varying illumination angles, the goal is to computationally…

信号处理 · 电气工程与系统科学 2018-03-13 Emrah Bostan , Mahdi Soltanolkotabi , David Ren , Laura Waller

We describe an efficient method for the approximation of functions using radial basis functions (RBFs), and extend this to a solver for boundary value problems on irregular domains. The method is based on RBFs with centers on a regular grid…

数值分析 · 数学 2024-03-05 Yiqing Zhou , Daan Huybrechs

A trust-region algorithm using inexact function and derivatives values is introduced for solving unconstrained smooth optimization problems. This algorithm uses high-order Taylor models and allows the search of strong approximate minimizers…

最优化与控制 · 数学 2021-10-14 C. Cartis , N. I. M. Gould , Ph. L. Toint

The convergence to the self-consistency in the dynamical-mean-field-theory (DMFT) calculations for models of correlated electron systems can be significantly accelerated by using an appropriate mixing of hybridization functions which are…

强关联电子 · 物理学 2009-11-11 Rok Zitko

We present direct logarithmically optimal in theory and fast in practice algorithms to implement the tensor product high order finite element method on multi-dimensional rectangular parallelepipeds for solving PDEs of the Poisson kind. They…

数值分析 · 数学 2026-01-05 Alexander Zlotnik , Ilya Zlotnik

The nonlinear Fourier transform (NFT) has recently gained significant attention in fiber optic communications and other engineering fields. Although several numerical algorithms for computing the NFT have been published, the design of…

信号处理 · 电气工程与系统科学 2019-10-17 Shrinivas Chimmalgi , Peter J. Prins , Sander Wahls

In this paper, a globally convergent trust region proximal gradient method is developed for composite multi-objective optimization problems where each objective function can be represented as the sum of a smooth function and a nonsmooth…

最优化与控制 · 数学 2024-10-28 Md Abu Talhamainuddin Ansary

We present the numerical methods and GPU-accelerated implementation underlying a Total Lagrangian finite element framework for finite-deformation flexible multibody dynamics, introduced in the companion paper [1]. The framework supports…

计算工程、金融与科学 · 计算机科学 2026-05-04 Zhenhao Zhou , Ruochun Zhang , Ganesh Arivoli , Dan Negrut

We investigate integral formulations and fast algorithms for the steady-state radiative transfer equation with isotropic and anisotropic scattering. When the scattering term is a smooth convolution on the unit sphere, a model reduction step…

数值分析 · 数学 2019-02-20 Yuwei Fan , Jing An , Lexing Ying

In this paper a deterministic sparse Fourier transform algorithm is presented which breaks the quadratic-in-sparsity runtime bottleneck for a large class of periodic functions exhibiting structured frequency support. These functions…

数值分析 · 数学 2017-11-21 Sina Bittens , Ruochuan Zhang , Mark A. Iwen

We consider the problem of minimizing a convex objective function $F$ when one can only evaluate its noisy approximation $\hat{F}$. Unless one assumes some structure on the noise, $\hat{F}$ may be an arbitrary nonconvex function, making the…

数据结构与算法 · 计算机科学 2018-06-19 Oren Mangoubi , Nisheeth K. Vishnoi

This paper presents a novel {\em Interpolated Factored Green Function} method (IFGF) for the accelerated evaluation of the integral operators in scattering theory and other areas. Like existing acceleration methods in these fields, the IFGF…

数值分析 · 数学 2021-02-24 Christoph Bauinger , Oscar P. Bruno

The (constrained) minimization of a ratio of set functions is a problem frequently occurring in clustering and community detection. As these optimization problems are typically NP-hard, one uses convex or spectral relaxations in practice.…

机器学习 · 统计学 2013-06-17 Thomas Bühler , Syama Sundar Rangapuram , Simon Setzer , Matthias Hein

We study the finite convergence of iterative methods for solving convex feasibility problems. Our key assumptions are that the interior of the solution set is nonempty and that certain overrelaxation parameters converge to zero, but with a…

最优化与控制 · 数学 2021-07-13 Victor I. Kolobov , Simeon Reich , Rafał Zalas

Test-time finetuning (TTFT) is a rapidly evolving paradigm that adapts a language model to each prompt by retrieving related sequences, updating the model on them, and then evaluating the prompt. However, TTFT is only practical if it is…

机器学习 · 计算机科学 2026-05-29 Alaa Khamis , Alaa Maalouf

Large sparse linear algebraic systems can be found in a variety of scientific and engineering fields, and many scientists strive to solve them in an efficient and robust manner. In this paper, we propose an interpretable neural solver, the…

数值分析 · 数学 2022-10-11 Chen Cui , Kai Jiang , Yun Liu , Shi Shu

We introduce an enriched immersed finite element method for addressing interface problems characterized by general non-homogeneous jump conditions. Unlike many existing unfitted mesh methods, our approach incorporates a homogenization…

数值分析 · 数学 2025-05-07 Ruchi Guo , Xu Zhang

This paper describes an implementation of the L-BFGS method designed to deal with two adversarial situations. The first occurs in distributed computing environments where some of the computational nodes devoted to the evaluation of the…

最优化与控制 · 数学 2019-08-28 Albert S. Berahas , Martin Takáč